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Research Article | Open Access |

New Approach based on Association Rules for Building and Optimizing OLAP Cubes on Graphs

Author 1: Redouane LABZIOUI Author 2: Khadija LETRACHE Author 3: Mohammed RAMDANI
International Journal of Advanced Computer Science and Applications (IJACSA) · Vol. 14, No. 7 · Published 2023

DOI: https://doi.org/10.14569/IJACSA.2023.01407108

Abstract

The expansion of data has prompted the creation of various NoSQL (Not only SQL) databases, including graph-oriented databases, which provide an understandable abstraction for modeling complex domains and managing highly connected data. However, to add graph data to existing decision support systems, new data warehouse systems that consider the special characteristics of graphs need to be developed. This work proposes a novel method for creating a data warehouse under a graph database and demonstrates how OLAP (Online Analytical Processing) structures created for reporting can be handled by graph databases. Additionally, the paper suggests using aggregation algorithms based association rules techniques to improve the efficiency of reporting and data analysis within a graph-based data warehouse. Finally, we provide a Cypher language implementation of the suggested approach to evaluate and validate our approach.

Keywords

How to Cite this Article

LABZIOUI, R., LETRACHE, K., & RAMDANI, M. (2023). New Approach based on Association Rules for Building and Optimizing OLAP Cubes on Graphs. International Journal of Advanced Computer Science and Applications, 14(7). https://doi.org/10.14569/IJACSA.2023.01407108

LABZIOUI, Redouane, et al.. "New Approach based on Association Rules for Building and Optimizing OLAP Cubes on Graphs." International Journal of Advanced Computer Science and Applications, vol. 14, no. 7, 2023, https://doi.org/10.14569/IJACSA.2023.01407108.

@article{LABZIOUI2023,
  title     = {New Approach based on Association Rules for Building and Optimizing OLAP Cubes on Graphs},
  journal   = {International Journal of Advanced Computer Science and Applications},
  volume    = {14},
  number    = {7},
  year      = {2023},
  publisher = {The Science and Information Organization},
  author    = {Redouane LABZIOUI and Khadija LETRACHE and Mohammed RAMDANI},
  doi       = {10.14569/IJACSA.2023.01407108},
  url       = {https://doi.org/10.14569/IJACSA.2023.01407108}
}

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